diff --git a/src/test/scala/io/archivesunleashed/ArcTest.scala b/src/test/scala/io/archivesunleashed/ArcTest.scala
index 0daac6b3..ee19ae11 100644
--- a/src/test/scala/io/archivesunleashed/ArcTest.scala
+++ b/src/test/scala/io/archivesunleashed/ArcTest.scala
@@ -41,11 +41,11 @@ class ArcTest extends FunSuite with BeforeAndAfter {
 
   val dayMonthTestA = "200805"
 
-  test("count records") {
+  test("Count records") {
     assert(RecordLoader.loadArchives(arcPath, sc).count == 300L)
   }
 
-  test("filter date") {
+  test("Filter date RDD") {
     val startSS = 0
     val monthSS = 6
     val four = RecordLoader.loadArchives(arcPath, sc)
@@ -62,7 +62,7 @@ class ArcTest extends FunSuite with BeforeAndAfter {
     five.foreach(date => assert(date.substring(startSS, monthSS) == dayMonthTestA))
   }
 
-  test("filter url pattern") {
+  test("Filter URL pattern RDD") {
     val keepMatches = RecordLoader.loadArchives(arcPath, sc)
       .keepUrlPatterns(Set("http://www.archive.org/about/.*".r))
     val discardMatches = RecordLoader.loadArchives(arcPath, sc)
@@ -71,14 +71,14 @@ class ArcTest extends FunSuite with BeforeAndAfter {
     assert(discardMatches.count == 284L)
   }
 
-  test("count links") {
+  test("Count links RDD") {
     val links = RecordLoader.loadArchives(arcPath, sc)
       .map(r => ExtractLinksRDD(r.getUrl, r.getContentString))
       .reduce((a, b) => a ++ b)
     assert(links.size == 664)
   }
 
-  test("detect language") {
+  test("Detect language RDD") {
     val languageCounts = RecordLoader.loadArchives(arcPath, sc)
       .keepMimeTypes(Set("text/html"))
       .map(r => RemoveHTMLRDD(r.getContentString))
@@ -99,7 +99,7 @@ class ArcTest extends FunSuite with BeforeAndAfter {
     }
   }
 
-  test("detect mime type tika") {
+  test("Detect MIMEtype Tika RDD") {
     val mimeTypeCounts = RecordLoader.loadArchives(arcPath, sc)
       .map(r => RemoveHTTPHeaderRDD(r.getContentString))
       .groupBy(content => DetectMimeTypeTika(content.getBytes))
diff --git a/src/test/scala/io/archivesunleashed/ArchiveRecordTest.scala b/src/test/scala/io/archivesunleashed/ArchiveRecordTest.scala
index 14521416..0cdc196b 100644
--- a/src/test/scala/io/archivesunleashed/ArchiveRecordTest.scala
+++ b/src/test/scala/io/archivesunleashed/ArchiveRecordTest.scala
@@ -46,12 +46,12 @@ class ArchiveRecordTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("count records") {
+  test("Count records") {
     assert(RecordLoader.loadArchives(arcPath, sc).count == 300L)
     assert(RecordLoader.loadArchives(warcPath, sc).count == 299L)
   }
 
-  test("Resource name produces expected result.") {
+  test("Resource name produces expected result") {
     val textSampleArc = RecordLoader.loadArchives(arcPath, sc)
      .map(x => FilenameUtils.getName(x.getArchiveFilename))
      .take(3)
@@ -81,7 +81,7 @@ class ArchiveRecordTest extends FunSuite with BeforeAndAfter {
     assert(textSampleWarc.deep == Array("", exampleUrl, exampleUrl).deep)
   }
 
-  test("Urls") {
+  test("URLs") {
     val textSampleArc = RecordLoader.loadArchives(arcPath, sc)
      .map(x => x.getUrl).take(3)
     val textSampleWarc = RecordLoader.loadArchives(warcPath, sc)
@@ -92,7 +92,7 @@ class ArchiveRecordTest extends FunSuite with BeforeAndAfter {
       "http://www.archive.org/robots.txt", "http://www.archive.org/").deep)
   }
 
-  test("Mime-Type") {
+  test("MIMEtype") {
     val textSampleArc = RecordLoader.loadArchives(arcPath, sc)
       .map(x => x.getMimeType).take(3)
     val textSampleWarc = RecordLoader.loadArchives(warcPath, sc)
@@ -103,7 +103,7 @@ class ArchiveRecordTest extends FunSuite with BeforeAndAfter {
       "text/html").deep)
   }
 
-  test("Get Http Status") {
+  test("Get HTTP status") {
     val textSampleArc = RecordLoader.loadArchives(arcPath, sc)
       .map(x => x.getHttpStatus).take(3)
     val textSampleWarc = RecordLoader.loadArchives(warcPath, sc)
diff --git a/src/test/scala/io/archivesunleashed/CountableRDDTest.scala b/src/test/scala/io/archivesunleashed/CountableRDDTest.scala
index 57aff922..2f56aeb2 100644
--- a/src/test/scala/io/archivesunleashed/CountableRDDTest.scala
+++ b/src/test/scala/io/archivesunleashed/CountableRDDTest.scala
@@ -38,7 +38,7 @@ class CountableRDDTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("count records") {
+  test("Count records; Extract Domain RDD ") {
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
       .map(r => ExtractDomainRDD(r.getUrl))
diff --git a/src/test/scala/io/archivesunleashed/RecordDFTest.scala b/src/test/scala/io/archivesunleashed/RecordDFTest.scala
index 0d9dff20..774587f4 100644
--- a/src/test/scala/io/archivesunleashed/RecordDFTest.scala
+++ b/src/test/scala/io/archivesunleashed/RecordDFTest.scala
@@ -39,7 +39,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("keep Valid Pages") {
+  test("Keep valid pages DF") {
     val expected = "http://www.archive.org/"
     val base = RecordLoader.loadArchives(arcPath, sc)
       .all()
@@ -48,7 +48,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard MimeTypes") {
+  test("Discard MIMEtypes DF") {
     val expected = "filedesc://IAH-20080430204825-00000-blackbook.arc"
     val mimeTypes = Set("text/html")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -59,7 +59,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard Date") {
+  test("Discard date DF") {
     val expected = "20080430"
     val date = "20080429"
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -70,7 +70,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard Urls") {
+  test("Discard URLs DF") {
     val expected = "http://www.archive.org/index.php"
     val url = Set("http://www.archive.org/")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -81,7 +81,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard Domains") {
+  test("Discard domains DF") {
     val expected = "http://www.hideout.com.br/"
     val domain = Set("www.archive.org")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -92,7 +92,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard HttpStatus") {
+  test("Discard HTTP status DF") {
     val expected = "200"
     val statusCode = Set("000")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -103,7 +103,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard Content") {
+  test("Discard content DF") {
     val expected = "dns:www.archive.org"
     val contentRegex = Set("Content-Length: [0-9]{4}".r)
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -115,7 +115,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard UrlPatterns") {
+  test("Discard URL patterns DF") {
     val expected = "dns:www.archive.org"
     val urlRegex = Set(".*images.*".r)
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -127,7 +127,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Discard Languages") {
+  test("Discard languages DF") {
     val expected = "dns:www.archive.org"
     val languages = Set("th","de","ht")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -139,7 +139,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep HttpStatus") {
+  test("Keep HTTP status DF") {
     val expected = "http://www.archive.org/robots.txt"
     val statusCode = Set("200")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -150,7 +150,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep Date") {
+  test("Keep date DF") {
     val expected = "http://www.archive.org/"
     val month = List("04")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -161,7 +161,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep Urls") {
+  test("Keep URLs DF") {
     val expected = "http://www.archive.org/"
     val url = Set("http://www.archive.org/")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -172,7 +172,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep Domains") {
+  test("Keep domains DF") {
     val expected = "http://www.archive.org/robots.txt"
     val domain = Set("www.archive.org")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -183,7 +183,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep MimeTypesTika") {
+  test("Keep MIMEtypes Tika DF") {
     val expected = "image/jpeg"
     val mimeType = Set("image/jpeg")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -194,7 +194,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep MimeTypes") {
+  test("Keep MIMEtypes DF") {
     val expected = "text/html"
     val mimeType = Set("text/html")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -205,7 +205,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep content") {
+  test("Keep content DF") {
     val expected = "http://www.archive.org/images/logoc.jpg"
     val contentRegex = Set("Content-Length: [0-9]{4}".r)
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -217,7 +217,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep UrlPatterns") {
+  test("Keep URL patterns DF") {
     val expected = "http://www.archive.org/images/go-button-gateway.gif"
     val urlRegex = Set(".*images.*".r)
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -229,7 +229,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep Languages") {
+  test("Keep languages DF") {
     val expected = "http://www.archive.org/images/logoc.jpg"
     val languages = Set("th","de","ht")
     val base = RecordLoader.loadArchives(arcPath, sc)
@@ -241,7 +241,7 @@ class RecordDFTest extends FunSuite with BeforeAndAfter {
     assert (base.toString == expected)
   }
 
-  test("Keep keepMimeTypes") {
+  test("Keep images DF") {
     val expected = "image/jpeg"
     val base = RecordLoader.loadArchives(arcPath, sc)
       .all()
diff --git a/src/test/scala/io/archivesunleashed/RecordLoaderTest.scala b/src/test/scala/io/archivesunleashed/RecordLoaderTest.scala
index a784a6fe..9260e666 100644
--- a/src/test/scala/io/archivesunleashed/RecordLoaderTest.scala
+++ b/src/test/scala/io/archivesunleashed/RecordLoaderTest.scala
@@ -37,7 +37,7 @@ class RecordLoaderTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("loads Warc") {
+  test("Load WARC") {
     val base = RecordLoader.loadArchives(warcPath, sc)
       .keepValidPages()
       .map(x => x.getUrl)
diff --git a/src/test/scala/io/archivesunleashed/RecordRDDTest.scala b/src/test/scala/io/archivesunleashed/RecordRDDTest.scala
index f5b89ea0..4121513c 100644
--- a/src/test/scala/io/archivesunleashed/RecordRDDTest.scala
+++ b/src/test/scala/io/archivesunleashed/RecordRDDTest.scala
@@ -43,21 +43,21 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("no valid pages") {
+  test("Expect no valid pages RDD") {
     val expectedLength = 0
     val base = RecordLoader.loadArchives(badPath, sc)
       .keepValidPages().take(2)
     assert (base.length == expectedLength)
   }
 
-  test ("no images") {
+  test ("Expect no images RDD") {
     val expectedLength = 0
     val base = RecordLoader.loadArchives(badPath, sc)
       .keepValidPages().take(2)
     assert (base.length == expectedLength)
   }
 
-  test("keep date") {
+  test("Keep date RDD") {
     val testDate = "2008"
     val base = RecordLoader.loadArchives(arcPath, sc)
     val component = DateComponent.YYYY
@@ -68,7 +68,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
       .map ( mp => mp.getUrl).take(3)
     assert (r2.sameElements(r)) }
 
-  test ("keep http status codes") {
+  test ("Keep HTTP status codes RDD") {
     val expected = 94
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -77,7 +77,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2 == expected)
   }
 
-  test ("keep urls") {
+  test ("Keep URLs RDD") {
     val expected = 1
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -86,7 +86,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2 == expected)
   }
 
-  test ("keep url patterns") {
+  test ("Keep URL patterns RDD") {
     val expected = 1
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -95,7 +95,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2 == expected)
   }
 
-  test ("check for domains") {
+  test ("Keep domains RDD") {
     val expected = 91
     val base2 = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -104,7 +104,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (x2 == expected )
   }
 
-  test ("keep languages") {
+  test ("Keep languages RDD") {
     val base2 = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
     val langs: Set[String] = Set("en", "fr")
@@ -115,7 +115,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2.sameElements(r))
   }
 
-  test ("discard languages") {
+  test ("Discard languages RDD") {
     val base2 = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
     val langs: Set[String] = Set("fr")
@@ -125,7 +125,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2.sameElements(r))
   }
 
-  test ("keep mime tika") {
+  test ("Keep MIMEtype Tika RDD") {
     val base = RecordLoader.loadArchives(arcPath, sc)
     val mime = Set ("text/plain", "image/jpeg")
     val r2 = base.keepMimeTypesTika(mime)
@@ -135,7 +135,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
       "http://www.archive.org/images/logoc.jpg").deep)
   }
 
-  test ("keep mime web server") {
+  test ("Keep MIMEtype RDD") {
     val base = RecordLoader.loadArchives(arcPath, sc)
     val mime = Set ("text/plain", "image/jpeg")
     val r2 = base.keepMimeTypes(mime)
@@ -145,7 +145,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
       "http://www.archive.org/images/logoc.jpg").deep)
   }
 
-  test ("check for keep content"){
+  test ("Keep content RDD"){
     val expected = 1
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -156,7 +156,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (y1 == expected)
   }
 
-  test ("discard mime web server") {
+  test ("Discard MIMEtype RDD") {
     val base = RecordLoader.loadArchives(arcPath, sc)
     val mime = Set ("text/plain", "image/jpeg")
     val r2 = base.discardMimeTypes(mime)
@@ -165,7 +165,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
       "http://www.archive.org/index.php").deep)
   }
 
-  test ("discard mime tika") {
+  test ("Discard MIMEtype Tika RDD") {
     val base = RecordLoader.loadArchives(arcPath, sc)
     val mime = Set ("text/plain", "image/jpeg")
     val r2 = base.discardMimeTypesTika(mime)
@@ -174,7 +174,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
       "http://www.archive.org/", "http://www.archive.org/index.php").deep)
   }
 
-  test ("discard date") {
+  test ("Discard date RDD") {
     val base = RecordLoader.loadArchives(arcPath, sc)
     val date = "20080430"
     val r = base.filter( x=> x.getCrawlDate != date).collect()
@@ -182,7 +182,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r.deep == Array().deep)
   }
 
-  test ("discard urls") {
+  test ("Discard URLs RDD") {
     val expected = 94
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -191,7 +191,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2 == expected)
   }
 
-  test ("discard url patterns") {
+  test ("Discard URL patterns RDD") {
     val expected = 93
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -200,7 +200,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2 == expected)
   }
 
-  test ("discard http status codes") {
+  test ("Discard HTTP status codes RDD") {
     val expected = 46
     val base = RecordLoader.loadArchives(arcPath, sc)
     val statusCodes: Set[String] = Set ("200", "404")
@@ -208,7 +208,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2 == expected)
   }
 
-  test ("discard domains") {
+  test ("Discard domains RDD") {
     val expected = 94
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
@@ -217,7 +217,7 @@ class RecordRDDTest extends FunSuite with BeforeAndAfter {
     assert (r2 == expected)
   }
 
-  test ("discard content") {
+  test ("Discard content RDD") {
     val expected = 93
     val base = RecordLoader.loadArchives(arcPath, sc)
       .keepValidPages()
diff --git a/src/test/scala/io/archivesunleashed/WarcTest.scala b/src/test/scala/io/archivesunleashed/WarcTest.scala
index f79b936f..5eb2b112 100644
--- a/src/test/scala/io/archivesunleashed/WarcTest.scala
+++ b/src/test/scala/io/archivesunleashed/WarcTest.scala
@@ -41,11 +41,11 @@ class WarcTest extends FunSuite with BeforeAndAfter {
     records = RecordLoader.loadArchives(warcPath, sc)
   }
 
-  test("count records") {
+  test("Count records") {
     assert(299L == records.count)
   }
 
-  test("warc extract domain") {
+  test("WARC extract domain RDD") {
     val take = 10
     val expectedLength = 3
     val r = records
@@ -57,7 +57,7 @@ class WarcTest extends FunSuite with BeforeAndAfter {
     assert(r.length == expectedLength)
   }
 
-  test("warc get content") {
+  test("WARC get content RDD") {
     val a = RecordLoader.loadArchives(warcPath, sc)
       .map(r => r.getContentString)
       .take(1)
diff --git a/src/test/scala/io/archivesunleashed/app/CommandLineAppTest.scala b/src/test/scala/io/archivesunleashed/app/CommandLineAppTest.scala
index 7c898f59..efaa5565 100644
--- a/src/test/scala/io/archivesunleashed/app/CommandLineAppTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/CommandLineAppTest.scala
@@ -70,7 +70,7 @@ class CommandLineAppTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("command line app tests") {
+  test("Command line app functionality tests") {
     for {a <- testSuccessCmds} {
       app.CommandLineAppRunner.test(a, sc)
       assert(Files.exists(Paths.get(outputDir)))
diff --git a/src/test/scala/io/archivesunleashed/app/DomainFrequencyExtractorTest.scala b/src/test/scala/io/archivesunleashed/app/DomainFrequencyExtractorTest.scala
index 0ec4d047..716cdabd 100644
--- a/src/test/scala/io/archivesunleashed/app/DomainFrequencyExtractorTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/DomainFrequencyExtractorTest.scala
@@ -38,7 +38,7 @@ class DomainFrequencyExtractorTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("DomainFrequencyExtractor") {
+  test("Domain frequency extractor RDD & DF") {
     val rdd = RecordLoader.loadArchives(arcPath, sc).keepValidPages()
     val df = RecordLoader.loadArchives(arcPath, sc).webpages()
 
diff --git a/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorDfTest.scala b/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorDfTest.scala
index 6d17d690..42685824 100644
--- a/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorDfTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorDfTest.scala
@@ -38,7 +38,7 @@ class DomainGraphExtractorDfTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Web Graph Extractor") {
+  test("Domain graph extractor DF") {
     val TESTLENGTH = 166
     val TESTRESULT = 280
     val df = RecordLoader.loadArchives(arcPath, sc).webgraph()
diff --git a/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorTest.scala b/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorTest.scala
index 76402b81..3fa14ad7 100644
--- a/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/DomainGraphExtractorTest.scala
@@ -38,7 +38,7 @@ class DomainGraphExtractorTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("DomainGraphExtractor") {
+  test("Domain graph extractor RDD") {
     val rdd = RecordLoader.loadArchives(arcPath, sc)
     val rddResult = DomainGraphExtractor(rdd).collect()
 
diff --git a/src/test/scala/io/archivesunleashed/app/ExtractEntitiesTest.scala b/src/test/scala/io/archivesunleashed/app/ExtractEntitiesTest.scala
index ed4da00b..9a57d882 100644
--- a/src/test/scala/io/archivesunleashed/app/ExtractEntitiesTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/ExtractEntitiesTest.scala
@@ -51,7 +51,7 @@ class ExtractEntitiesTest extends FunSuite with BeforeAndAfter {
     LOG.info("Output can be found in " + tempDir.getPath)
   }
 
-  test("Extract from Record") {
+  test("Extract entities from record") {
     val e = ExtractEntities.extractFromRecords(iNerClassifierFile, archivePath, tempDir + "/scrapeArcEntities", sc).take(3).last
     assert(e._1 == "hello")
   }
diff --git a/src/test/scala/io/archivesunleashed/app/ExtractGraphXTest.scala b/src/test/scala/io/archivesunleashed/app/ExtractGraphXTest.scala
index 58736e30..a77d4e8f 100644
--- a/src/test/scala/io/archivesunleashed/app/ExtractGraphXTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/ExtractGraphXTest.scala
@@ -48,7 +48,7 @@ import scala.util.Try
          sc = new SparkContext(conf)
        }
 
-    test ("Case classes are empty") {
+    test ("Check for empty classes") {
       val pageRank = 0.56
       val weak = 4
       val strong = 5
@@ -65,7 +65,7 @@ import scala.util.Try
       assert(testPR.strong == strong)
     }
 
-     test("creates a network with pagerank scores") {
+     test("Create a network with pagerank scores") {
        val pageRank = 0.9943090942904987
        val connected = -649648005
        val minEdges = 5
@@ -83,7 +83,7 @@ import scala.util.Try
        assert(pRank(0)._2.strong == connected)
      }
 
-     test("creates a network using dynamic PR") {
+     test("Create a network using dynamic pagerank") {
        val dynPageRank = 0.9999999999999986
        val connected = -1054421350
        val minEdges = 5
diff --git a/src/test/scala/io/archivesunleashed/app/ExtarctImageDetailsDFTest.scala b/src/test/scala/io/archivesunleashed/app/ExtractImageDetailsDFTest.scala
similarity index 95%
rename from src/test/scala/io/archivesunleashed/app/ExtarctImageDetailsDFTest.scala
rename to src/test/scala/io/archivesunleashed/app/ExtractImageDetailsDFTest.scala
index bfb69539..66df8a2d 100644
--- a/src/test/scala/io/archivesunleashed/app/ExtarctImageDetailsDFTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/ExtractImageDetailsDFTest.scala
@@ -37,7 +37,7 @@ class ExtractImageDetailsDFTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("extracts Image Details") {
+  test("Extracts image details DF") {
     val exampledf = RecordLoader.loadArchives(arcPath, sc).keepImages().all()
     val imageDetails = ExtractImageDetailsDF(exampledf)
     val response1 = "http://www.archive.org/images/logoc.jpg"
diff --git a/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesDFTest.scala b/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesDFTest.scala
index 669fa192..c12c3f92 100644
--- a/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesDFTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesDFTest.scala
@@ -39,7 +39,7 @@ class ExtractPopularImagesDFTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("extracts popular images") {
+  test("Extract popular images DF") {
     val highTest = 507
     val exampledf = RecordLoader.loadArchives(arcPath, sc).images()
     val imagesLowLimit = ExtractPopularImagesDF(exampledf, 3)
diff --git a/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesRDDTest.scala b/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesRDDTest.scala
index 38ffd509..ab3040e4 100644
--- a/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesRDDTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/ExtractPopularImagesRDDTest.scala
@@ -39,7 +39,7 @@ class ExtractPopularImagesRDDTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("extracts popular images") {
+  test("Extract popular images RDD") {
     val highTest = 507
     val examplerdd = RecordLoader.loadArchives(arcPath, sc)
     val imagesLowLimit = ExtractPopularImagesRDD(examplerdd, 3, sc)
diff --git a/src/test/scala/io/archivesunleashed/app/PlainTextExtractorTest.scala b/src/test/scala/io/archivesunleashed/app/PlainTextExtractorTest.scala
index 1cd66fbd..21b5ac81 100644
--- a/src/test/scala/io/archivesunleashed/app/PlainTextExtractorTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/PlainTextExtractorTest.scala
@@ -38,7 +38,7 @@ class PlainTextExtractorTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("PlainTextExtractorTest") {
+  test("Plain text extractor RDD & DF") {
     val rdd = RecordLoader.loadArchives(arcPath, sc).keepValidPages()
     val df = RecordLoader.loadArchives(arcPath, sc).webpages()
     val rddResults = PlainTextExtractor(rdd).collect()
diff --git a/src/test/scala/io/archivesunleashed/app/WriteGEXFTest.scala b/src/test/scala/io/archivesunleashed/app/WriteGEXFTest.scala
index 45eeae8b..73220e9f 100644
--- a/src/test/scala/io/archivesunleashed/app/WriteGEXFTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/WriteGEXFTest.scala
@@ -45,7 +45,7 @@ class WriteGEXFTest extends FunSuite with BeforeAndAfter{
       sc = new SparkContext(conf)
     }
 
-  test("creates the file") {
+  test("Creates the GEXF file") {
     val testLines = (0, 12, 22, 34)
     val networkrdd = sc.parallelize(network)
     WriteGEXF(networkrdd, testFile)
@@ -57,7 +57,7 @@ class WriteGEXFTest extends FunSuite with BeforeAndAfter{
     assert(lines(testLines._4) == """</edges>""")
   }
 
-  test("creates the file from Array[Row]") {
+  test("Creates the GEXF file from Array[Row]") {
     val testLines = (0, 12, 22, 34)
     if (Files.exists(Paths.get(testFile))) {
       new File(testFile).delete()
@@ -74,7 +74,7 @@ class WriteGEXFTest extends FunSuite with BeforeAndAfter{
     assert(!WriteGEXF(networkarray ,""))
   }
 
-  test ("returns a Bool depending on pass or failure") {
+  test("Test if GEXF path is empty") {
     val networkrdd = sc.parallelize(network)
     val gexf = WriteGEXF(networkrdd, testFile)
     assert(gexf)
diff --git a/src/test/scala/io/archivesunleashed/app/WriteGraphMLTest.scala b/src/test/scala/io/archivesunleashed/app/WriteGraphMLTest.scala
index 5d788980..576fdfcf 100644
--- a/src/test/scala/io/archivesunleashed/app/WriteGraphMLTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/WriteGraphMLTest.scala
@@ -46,7 +46,7 @@ class WriteGraphMLTest extends FunSuite with BeforeAndAfter{
       sc = new SparkContext(conf)
     }
 
-  test("creates the file") {
+  test("Create GraphML the file") {
     val networkrdd = sc.parallelize(network)
     val lineCheck = (0, 15, 22, 30)
     WriteGraphML(networkrdd, testFile)
@@ -58,7 +58,7 @@ class WriteGraphMLTest extends FunSuite with BeforeAndAfter{
     assert(lines(lineCheck._4) == """<data key="weight">3</data>""")
   }
 
-  test ("returns a Bool depending on pass or failure") {
+  test ("Test if GraphML path is empty") {
     val networkrdd = sc.parallelize(network)
     val graphml = WriteGraphML(networkrdd, testFile)
     assert(graphml)
diff --git a/src/test/scala/io/archivesunleashed/app/WriteGraphTest.scala b/src/test/scala/io/archivesunleashed/app/WriteGraphTest.scala
index 46029be9..2be89d51 100644
--- a/src/test/scala/io/archivesunleashed/app/WriteGraphTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/WriteGraphTest.scala
@@ -64,7 +64,7 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
       sc = new SparkContext(conf)
   }
 
-  test("creates the file") {
+  test("Create the graph file") {
     val testLines = (0, 12, 22, 34)
     val networkrdd = sc.parallelize(network)
     WriteGraph.asGexf(networkrdd, testFile)
@@ -76,7 +76,7 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
     assert(lines(testLines._4) == """</edges>""")
   }
 
-  test("creates the file from Array[Row]") {
+  test("Create the graph file from Array[Row]") {
     val testLines = (0, 12, 22, 34)
     if (Files.exists(Paths.get(testFile))) {
       new File(testFile).delete()
@@ -94,14 +94,14 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
     assert(!WriteGraph(networkarray, ""))
   }
 
-  test ("returns a Bool depending on pass or failure") {
+  test ("Test if GEXF path is empty") {
     val networkrdd = sc.parallelize(network)
     val gexf = WriteGraph.asGexf(networkrdd, testFile)
     assert(gexf)
     assert(!WriteGraph.asGexf(networkrdd, ""))
   }
 
-  test ("Nodes zip with ids") {
+  test ("Nodes ZIP with IDs") {
     val networkrdd = sc.parallelize(networkWithDuplication)
     val nodeIds = WriteGraph.nodesWithIds(networkrdd).collect
     val expected = ("Source3", 0)
@@ -120,7 +120,7 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
     assert (WriteGraph.nodeIdFromLabel(Option(null)) == -1)
   }
 
-  test ("Gets the id from a lookup") {
+  test ("Gets the ID from a lookup") {
     val nodes = WriteGraph.nodesWithIds(sc.parallelize(network))
     val empty = -1
     val expected = 6
@@ -130,7 +130,7 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
     assert (WriteGraph.nodeIdFromLabel(badlookup) == empty)
   }
 
-  test ("Edge ids are captured from lookup") {
+  test ("Edge IDs are captured from lookup") {
     val edges = WriteGraph.edgeNodes(sc.parallelize(network))
     val expected = Array((date1, 6, 3, 3),
       (date2, 7, 4, 4),
@@ -138,7 +138,7 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
     assert(edges.collect.deep == expected)
   }
 
-  test ("Graphml produces correct output") {
+  test ("GraphML produces correct output") {
     val testLines = (0, 12, 30, 37)
     val networkrdd = sc.parallelize(network)
     WriteGraph.asGraphml(networkrdd, testFile)
@@ -150,7 +150,7 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
     assert(lines(testLines._4) == """<edge source="0" target="5" type="directed">""")
   }
 
-  test ("Graphml works with unescaped xml data") {
+  test ("GraphML works with unescaped XML data") {
     val testLines = (0, 12, 30, 37)
     val networkrdd = sc.parallelize(unescapedNetwork)
     WriteGraph.asGraphml(networkrdd, testFile)
@@ -162,7 +162,7 @@ class WriteGraphTest extends FunSuite with BeforeAndAfter{
     assert(lines(testLines._4) == """<edge source="7" target="4" type="directed">""")
   }
 
-  test( "Gexf works with unescaped xml data") {
+  test( "GEXF works with unescaped XML data") {
     val testLines = (0, 12, 29, 31)
     val networkrdd = sc.parallelize(unescapedNetwork)
     WriteGraph(networkrdd, testFile2)
diff --git a/src/test/scala/io/archivesunleashed/app/WriteGraphXMLTest.scala b/src/test/scala/io/archivesunleashed/app/WriteGraphXMLTest.scala
index b7083127..27337895 100644
--- a/src/test/scala/io/archivesunleashed/app/WriteGraphXMLTest.scala
+++ b/src/test/scala/io/archivesunleashed/app/WriteGraphXMLTest.scala
@@ -42,7 +42,7 @@ class WriteGraphXMLTest extends FunSuite with BeforeAndAfter{
       sc = new SparkContext(conf)
     }
 
-  test("creates the file") {
+  test("Create the graph XML file") {
     val headerLocation = 0
     val expectedLine = 13
     val networkrdd = ExtractGraphX.extractGraphX(sc.parallelize(network))
@@ -54,7 +54,7 @@ class WriteGraphXMLTest extends FunSuite with BeforeAndAfter{
     assert(lines(expectedLine) == """<nodes>""")
   }
 
-  test ("returns a Bool depending on pass or failure") {
+  test ("Test if GraphML path is empty") {
     val networkrdd = ExtractGraphX.extractGraphX(sc.parallelize(network))
     val pRank = ExtractGraphX.runPageRankAlgorithm(networkrdd)
     val graphml = WriteGraphXML(pRank, testFile)
diff --git a/src/test/scala/io/archivesunleashed/df/DataFrameLoaderTest.scala b/src/test/scala/io/archivesunleashed/df/DataFrameLoaderTest.scala
index 3ca90546..6b6e14cc 100644
--- a/src/test/scala/io/archivesunleashed/df/DataFrameLoaderTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/DataFrameLoaderTest.scala
@@ -44,7 +44,7 @@ class DataFrameLoaderTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Test DataFrameLoader") {
+  test("Test DataFrameLoader (connection to PySpark)") {
     val df = new DataFrameLoader(sc)
     val validPages = df.webpages(arcPath)
     val hyperlinks = df.webgraph(arcPath)
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractAudioDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractAudioDetailsTest.scala
index 9ea899da..beca222b 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractAudioDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractAudioDetailsTest.scala
@@ -38,7 +38,7 @@ class AudioTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Audio DF extraction") {
+  test("Audio files extraction DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .audio()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractDateDFTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractDateDFTest.scala
index bb660f7e..3f960d4a 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractDateDFTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractDateDFTest.scala
@@ -39,7 +39,7 @@ class ExtractDateDFTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Extract Dates DataFrame YYYY") {
+  test("Extract dates YYYY DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .webpages()
 
@@ -77,7 +77,7 @@ class ExtractDateDFTest extends FunSuite with BeforeAndAfter {
     assert(results(2).get(3) == "http://www.sloan.org")
   }
 
-  test("Extract Dates DataFrame YYYYMM") {
+  test("Extract dates YYYYMM DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .webpages()
 
@@ -115,7 +115,7 @@ class ExtractDateDFTest extends FunSuite with BeforeAndAfter {
     assert(results(2).get(3) == "http://www.sloan.org")
   }
 
-  test("Extract Dates DataFrame MM") {
+  test("Extract dates MM DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .webpages()
 
@@ -153,7 +153,7 @@ class ExtractDateDFTest extends FunSuite with BeforeAndAfter {
     assert(results(2).get(3) == "http://www.sloan.org")
   }
 
-  test("Extract Dates DataFrame DD") {
+  test("Extract dates DD DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .webpages()
 
@@ -191,7 +191,7 @@ class ExtractDateDFTest extends FunSuite with BeforeAndAfter {
     assert(results(2).get(3) == "http://www.sloan.org")
   }
 
-  test("Extract Dates DataFrame YYYYMMDD") {
+  test("Extract dates YYYYMMDD DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .webpages()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractHyperlinksTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractHyperlinksTest.scala
index 4abd7021..51fa100b 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractHyperlinksTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractHyperlinksTest.scala
@@ -39,7 +39,7 @@ class ExtractHyperlinksTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("count records") {
+  test("Extract links DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .webpages()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractImageDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractImageDetailsTest.scala
index ebe754e7..843635ae 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractImageDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractImageDetailsTest.scala
@@ -38,7 +38,7 @@ class ExtractImageDetailsTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Image DF extraction") {
+  test("Image files extraction DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .images()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractImageLinksTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractImageLinksTest.scala
index 07ad0efe..f7e9453a 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractImageLinksTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractImageLinksTest.scala
@@ -38,7 +38,7 @@ class ImageLinksTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Fetch image links") {
+  test("Image links extraction DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .imageLinks()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractPDFDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractPDFDetailsTest.scala
index 15d31485..b17fb32a 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractPDFDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractPDFDetailsTest.scala
@@ -38,7 +38,7 @@ class ExtractPDFDetailsTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("PDF DF extraction") {
+  test("PDF files extraction DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .pdfs()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractPresentationProgramDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractPresentationProgramDetailsTest.scala
index 26821a22..4168e5a6 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractPresentationProgramDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractPresentationProgramDetailsTest.scala
@@ -38,7 +38,7 @@ class PresentationProgramFilesTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Presentation Program DF extraction") {
+  test("Presentation program files extraction DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .presentationProgramFiles()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractSpreadsheetDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractSpreadsheetDetailsTest.scala
index 569362e2..c326b021 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractSpreadsheetDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractSpreadsheetDetailsTest.scala
@@ -38,7 +38,7 @@ class ExtractSpreadsheetDetailsTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Spreadsheet DF extraction") {
+  test("Spreadsheet files extraction DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .spreadsheets()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractTextFilesDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractTextFilesDetailsTest.scala
index c54b923e..97523fdc 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractTextFilesDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractTextFilesDetailsTest.scala
@@ -40,7 +40,7 @@ class TextFilesTest extends FunSuite with BeforeAndAfter with Matchers {
     sc = new SparkContext(conf)
   }
 
-  test("Text Files DF extraction") {
+  test("Text files extraction DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .textFiles()
 
@@ -56,7 +56,7 @@ class TextFilesTest extends FunSuite with BeforeAndAfter with Matchers {
     assert("32abd404fb560ecf14b75611f3cc5c2c" == extracted(0)(5))
   }
 
-  test("Text Files DF robots.txt") {
+  test("Text files robots.txt DF") {
     val df = RecordLoader.loadArchives(testPath, sc)
       .textFiles()
 
@@ -75,7 +75,7 @@ class TextFilesTest extends FunSuite with BeforeAndAfter with Matchers {
     robots(1)(0).toString should not include (".html")
   }
 
-  test("Text Files DF dns or filedesc") {
+  test("Text files dns or filedesc DF") {
     val df = RecordLoader.loadArchives(filedescPath, sc)
       .textFiles()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractVideoDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractVideoDetailsTest.scala
index b2521df4..be1048b0 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractVideoDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractVideoDetailsTest.scala
@@ -38,7 +38,7 @@ class VideoTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Video DF extraction") {
+  test("Video files extraction DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .videos()
 
diff --git a/src/test/scala/io/archivesunleashed/df/ExtractWordProcessorDetailsTest.scala b/src/test/scala/io/archivesunleashed/df/ExtractWordProcessorDetailsTest.scala
index e623416f..a9d474de 100644
--- a/src/test/scala/io/archivesunleashed/df/ExtractWordProcessorDetailsTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/ExtractWordProcessorDetailsTest.scala
@@ -38,7 +38,7 @@ class WordProcessorFilesTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Word Processor DF extraction") {
+  test("Word processor files extraction DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .wordProcessorFiles()
 
diff --git a/src/test/scala/io/archivesunleashed/df/SaveMediaBytesTest.scala b/src/test/scala/io/archivesunleashed/df/SaveMediaBytesTest.scala
index 8be9ba51..a0f9abc0 100644
--- a/src/test/scala/io/archivesunleashed/df/SaveMediaBytesTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/SaveMediaBytesTest.scala
@@ -49,7 +49,7 @@ class SaveMediaBytesTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("Save audio bytes to disk") {
+  test("Save audio bytes to disk DF") {
     val df = RecordLoader.loadArchives(warcPath, sc)
       .audio()
 
@@ -67,7 +67,7 @@ class SaveMediaBytesTest extends FunSuite with BeforeAndAfter {
     Files.delete(Paths.get(fileName))
   }
 
-  test("Attempt to save invalid audio") {
+  test("Attempt to save invalid audio DF") {
     val dummyEncBytes = Base64.getEncoder.encodeToString(Array.range(0, 127)
       .map(_.toByte))
     val dummyMD5 = ComputeMD5RDD(dummyEncBytes.getBytes)
diff --git a/src/test/scala/io/archivesunleashed/df/SimpleDfTest.scala b/src/test/scala/io/archivesunleashed/df/SimpleDfTest.scala
index db0b07e1..a2f9f397 100644
--- a/src/test/scala/io/archivesunleashed/df/SimpleDfTest.scala
+++ b/src/test/scala/io/archivesunleashed/df/SimpleDfTest.scala
@@ -39,7 +39,7 @@ class SimpleDfTest extends FunSuite with BeforeAndAfter {
     sc = new SparkContext(conf)
   }
 
-  test("count records") {
+  test("Count records DF") {
     val df = RecordLoader.loadArchives(arcPath, sc)
       .webpages()
 
diff --git a/src/test/scala/io/archivesunleashed/matchbox/ComputeImageSizeTest.scala b/src/test/scala/io/archivesunleashed/matchbox/ComputeImageSizeTest.scala
index b2c58100..3b7981ca 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/ComputeImageSizeTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/ComputeImageSizeTest.scala
@@ -36,7 +36,7 @@ class ComputeImageSizeTest extends FunSuite {
   var image: Array[Byte] = ios.toByteArray();
   ios.close()
 
-  test ("check images") {
+  test ("Check images and provide size RDD") {
     val imageSize = (10, 10)
     val emptyImageSize = (0, 0)
     assert(ComputeImageSize(image) == imageSize)
diff --git a/src/test/scala/io/archivesunleashed/matchbox/ExtractBoilerPipeTextTest.scala b/src/test/scala/io/archivesunleashed/matchbox/ExtractBoilerPipeTextTest.scala
index 49be1e2f..db1ea680 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/ExtractBoilerPipeTextTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/ExtractBoilerPipeTextTest.scala
@@ -31,13 +31,13 @@ class ExtractBoilerPipeTextTest extends FunSuite {
    <footer>Copyright 2017</footer>"""
   var boiler = """Copyright 2017"""
 
-  test("Collects boilerpipe") {
+  test("Collects boilerpipe RDD") {
     assert(ExtractBoilerpipeTextRDD(text) == boiler)
     assert(ExtractBoilerpipeTextRDD("") == "")
     assert(ExtractBoilerpipeTextRDD("All Rights Reserved.") == "")
   }
 
-  test("Removes Header information") {
+  test("Removes HTTP header information RDD") {
     assert(ExtractBoilerpipeTextRDD(header + text) == boiler)
   }
 }
diff --git a/src/test/scala/io/archivesunleashed/matchbox/ExtractDateRDDTest.scala b/src/test/scala/io/archivesunleashed/matchbox/ExtractDateRDDTest.scala
index 8f15aace..7cdaa278 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/ExtractDateRDDTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/ExtractDateRDDTest.scala
@@ -24,7 +24,7 @@ import org.scalatest.junit.JUnitRunner
 @RunWith(classOf[JUnitRunner])
 class ExtractDateRDDTest extends FunSuite {
 
-  test("RDD date extraction") {
+  test("Date extraction RDD") {
     val date = "20151204"
     val startSS = 0
     val yearSS = 4
diff --git a/src/test/scala/io/archivesunleashed/matchbox/ExtractDomainTest.scala b/src/test/scala/io/archivesunleashed/matchbox/ExtractDomainTest.scala
index af7fe246..23249027 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/ExtractDomainTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/ExtractDomainTest.scala
@@ -42,26 +42,26 @@ class ExtractDomainRDDTest extends FunSuite {
   private val data3 = Seq.newBuilder.+=(
     ("http://www.seetorontonow.canada-booknow.com\\booking_results.php", "www.seetorontonow.canada-booknow.com")).result()
 
-  test("simple") {
+  test("Extract simple domain extraction RDD") {
     data1.foreach {
       case (link, domain) => assert(ExtractDomainRDD(link) == domain)
     }
   }
 
-  test("withBase") {
+  test("Extract domains with base RDD") {
     data2.foreach {
       case (link, base, domain) => assert(ExtractDomainRDD(link, base) == domain)
     }
   }
 
-  test("error") {
+  test("Test for domain errors RDD") {
     // scalastyle:off null
     assert(ExtractDomainRDD(null) == "")
     assert(ExtractDomainRDD(index, null) == "")
     // scalastyle:on null
   }
 
-  test("backslash") {
+  test("Test for domain backslash RDD") {
     data3.foreach {
       case (link, domain) => assert(ExtractDomainRDD(link) == domain)
     }
diff --git a/src/test/scala/io/archivesunleashed/matchbox/ExtractImageLinksTest.scala b/src/test/scala/io/archivesunleashed/matchbox/ExtractImageLinksTest.scala
index 37343524..d13eeb36 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/ExtractImageLinksTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/ExtractImageLinksTest.scala
@@ -24,7 +24,7 @@ import org.scalatest.junit.JUnitRunner
 
 @RunWith(classOf[JUnitRunner])
 class ExtractImageLinksRDDTest extends FunSuite {
-  test("simple") {
+  test("Extract simple image links RDD") {
     val fragment =
       """Image here: <img src="http://foo.bar.com/pic.png"> and another <img src="http://baz.org/a/b/banner.jpg"/>"""
     val extracted = ExtractImageLinksRDD("", fragment).toList
@@ -33,7 +33,7 @@ class ExtractImageLinksRDDTest extends FunSuite {
     assert("http://baz.org/a/b/banner.jpg" == extracted(1))
   }
 
-  test("relative") {
+  test("Extract relative image links RDD") {
     val fragment =
       """Image here: <img src="pic.png"> and another <img src="http://baz.org/a/b/banner.jpg"/> and <img src="../logo.gif"/>"""
     val extracted = ExtractImageLinksRDD("http://foo.bar.com/a/page.html", fragment)
@@ -43,7 +43,7 @@ class ExtractImageLinksRDDTest extends FunSuite {
     assert("http://foo.bar.com/logo.gif" == extracted(2))
   }
 
-  test("errors") {
+  test("Test image link errors RDD") {
     val fragment =
       """Image here: <img src="pic.png"> and another <img src="http://baz.org/a/b/banner.jpg"/> and <img src="../logo.gif"/>"""
     assert(ExtractImageLinksRDD("", "") == Nil)
diff --git a/src/test/scala/io/archivesunleashed/matchbox/ExtractLinksTest.scala b/src/test/scala/io/archivesunleashed/matchbox/ExtractLinksTest.scala
index 4b18727d..9bfeef84 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/ExtractLinksTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/ExtractLinksTest.scala
@@ -35,7 +35,7 @@ class ExtractLinksRDDTest extends FunSuite {
   val twitter = "http://www.twitter.com/"
   val head = "a search engine"
 
-  test("simple") {
+  test("Extract simple links RDD") {
     val extracted: Seq[(String, String, String)] = ExtractLinksRDD("", fragment)
     assert(extracted.size == 2)
     assert(url == extracted.head._2)
@@ -44,7 +44,7 @@ class ExtractLinksRDDTest extends FunSuite {
     assert("Twitter" == extracted.last._3)
   }
 
-  test("relative") {
+  test("Extract relative links RDD") {
     val fragmentLocal: String = "Here is <a href=\"http://www.google.com\">" +
     "a search engine</a>.\nHere is a <a href=\"page.html\">a relative URL</a>.\n"
     val fooFragmentLocal = "http://www.foobar.org/page.html"
@@ -56,7 +56,7 @@ class ExtractLinksRDDTest extends FunSuite {
     assert("a relative URL" == extracted.last._3)
   }
 
-  test("errors") {
+  test("Test link errors RDD") {
     val bytes: Array[Byte] = "wronglyTyped".getBytes()
     val invalid: String = "Here is a fake url <a href=\"http://www.google.com\"> bogus search engine</a>."
     // scalastyle:off null
diff --git a/src/test/scala/io/archivesunleashed/matchbox/ExtractTextFromPDFsTest.scala b/src/test/scala/io/archivesunleashed/matchbox/ExtractTextFromPDFsTest.scala
index 38c9b984..3e38bc24 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/ExtractTextFromPDFsTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/ExtractTextFromPDFsTest.scala
@@ -24,7 +24,7 @@ import org.scalatest.Matchers
 
 @RunWith(classOf[JUnitRunner])
 class ExtractTextFromPDFsTest extends FunSuite with Matchers {
-  test("get parser") {
+  test("Get PDF parser") {
     ExtractTextFromPDFs.pdfParser shouldBe a[PDFParser]
   }
 }
diff --git a/src/test/scala/io/archivesunleashed/matchbox/RemoveHTMLTest.scala b/src/test/scala/io/archivesunleashed/matchbox/RemoveHTMLTest.scala
index a1a8a5ef..bb96b02b 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/RemoveHTMLTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/RemoveHTMLTest.scala
@@ -24,7 +24,7 @@ import org.scalatest.junit.JUnitRunner
 
 @RunWith(classOf[JUnitRunner])
 class RemoveHTMLRDDTest extends FunSuite {
-  test("simple") {
+  test("Remove HTML RDD") {
     val html =
       """
       <html>
diff --git a/src/test/scala/io/archivesunleashed/matchbox/RemoveHTTPHeaderTest.scala b/src/test/scala/io/archivesunleashed/matchbox/RemoveHTTPHeaderTest.scala
index 81d68d07..c7c6ae25 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/RemoveHTTPHeaderTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/RemoveHTTPHeaderTest.scala
@@ -22,7 +22,7 @@ import org.scalatest.junit.JUnitRunner
 
 @RunWith(classOf[JUnitRunner])
 class RemoveHTTPHeaderRDDTest extends FunSuite {
-  test("simple") {
+  test("Remove HTTP header RDD") {
     val header = "HTTP/1.1 200 OK\r\n\r\nHello content"
     val nohttp = "This has no Http"
     val removed = RemoveHTTPHeaderRDD(header)
diff --git a/src/test/scala/io/archivesunleashed/matchbox/StringUtilsTest.scala b/src/test/scala/io/archivesunleashed/matchbox/StringUtilsTest.scala
index 70dbb4ed..3a3c7cb9 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/StringUtilsTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/StringUtilsTest.scala
@@ -24,7 +24,7 @@ import org.scalatest.junit.JUnitRunner
 
 @RunWith(classOf[JUnitRunner])
 class StringUtilsTest extends FunSuite {
-  test("remove prefix") {
+  test("Remove prefix") {
     val s: String = "www.example.com"
     // scalastyle:off null
     val n: String = null
@@ -33,7 +33,7 @@ class StringUtilsTest extends FunSuite {
     assert(n.removePrefixWWW() == "")
   }
 
-  test("create hash") {
+  test("Create hash") {
     val invalid: String = "A<B>C&D\"";
     // scalastyle:off null
     val except: String = null;
@@ -43,11 +43,11 @@ class StringUtilsTest extends FunSuite {
     assert (caught.getMessage == "Caught exception processing input row ");
   }
 
-  test ("md5 hash") {
+  test ("MD5 hash") {
     val s: String = "unesco.org";
     assert(ComputeMD5RDD(s.getBytes) == "8e8decc8e8107bcf9d3896f3222b77d8");
   }
-  test ("sh1 hash") {
+  test ("SHA1 hash") {
     val s: String = "unesco.org";
     assert(ComputeSHA1RDD(s.getBytes) == "2d0e5377157172045d87befe46e157cda42c4f6e");
   }
diff --git a/src/test/scala/io/archivesunleashed/matchbox/TupleFormatterTest.scala b/src/test/scala/io/archivesunleashed/matchbox/TupleFormatterTest.scala
index a2f9337b..f9c23ddd 100644
--- a/src/test/scala/io/archivesunleashed/matchbox/TupleFormatterTest.scala
+++ b/src/test/scala/io/archivesunleashed/matchbox/TupleFormatterTest.scala
@@ -29,13 +29,13 @@ import ops.tuple.ToList
 
 @RunWith(classOf[JUnitRunner])
 class TupleFormatterTest extends FunSuite with Matchers {
-  test("tab delimit") {
+  test("Tab delimit") {
     val tuple = (("ab", "bl", ("c", 9)), "d", 5, ("hi", 1))
     assert(TupleFormatter.tabDelimit(tuple) == "ab\tbl\tc\t9\td\t5\thi\t1")
     assert(TupleFormatter.tabDelimit.isInstanceOf[Poly1])
   }
 
-  test("just flatten") {
+  test("Just flatten") {
     val tuple = ("an", 1, "cr", ("x", 3, ("NO", "YES")), "perhaps", "maybe", 3, (0,1))
     val flatTuple = ("an", 1, "cr", "x", 3, "NO", "YES", "perhaps", "maybe", 3, 0, 1)
     assert(TupleFormatter.flatten(tuple) == flatTuple)
diff --git a/src/test/scala/io/archivesunleashed/util/JsonUtilsTest.scala b/src/test/scala/io/archivesunleashed/util/JsonUtilsTest.scala
index 12fc3548..a4fe0473 100644
--- a/src/test/scala/io/archivesunleashed/util/JsonUtilsTest.scala
+++ b/src/test/scala/io/archivesunleashed/util/JsonUtilsTest.scala
@@ -23,17 +23,17 @@ import org.scalatest.junit.JUnitRunner
 
 @RunWith(classOf[JUnitRunner])
 class JsonUtilsTest extends FunSuite {
-  test("proper Map") {
+  test("Proper Map") {
     val map: Map[Symbol, Any] = Map('a -> 1, 'b -> 2, 'c -> 3)
     assert(JsonUtils.toJson(map) == """{"a":1,"b":2,"c":3}""")
   }
 
-  test("any value") {
+  test("Any value") {
     val value = 12345
     assert(JsonUtils.toJson(value) == "12345")
   }
 
-  test("json string") {
+  test("JSON string") {
     val jsonString = """{"a":1,"b":2,"c":3}"""
     assert(JsonUtils.fromJson(jsonString) == Map("a" -> 1, "b" -> 2, "c" -> 3))
   }